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healthcare_analytics.model
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healthcare_analytics.model
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# LookML Model for Healthcare Analytics
# Define connection to the database
connection: "your_database_connection"
# Define view for patient data
view: patient {
sql_table_name: your_patient_table
# Define fields
dimension: patient_id {
type: number
primary_key: yes
}
dimension: patient_name {
type: string
}
dimension: age {
type: number
}
dimension: gender {
type: string
}
# Explore: Basic patient information
explore: patients {
join: claims {
relationship: one_to_many
sql_on: ${patients.patient_id} = ${claims.patient_id}
}
}
}
# Define view for claims data
view: claims {
sql_table_name: your_claims_table
# Define fields
dimension: claim_id {
type: number
primary_key: yes
}
dimension: diagnosis_code {
type: string
}
dimension: procedure_code {
type: string
}
dimension: claim_amount {
type: number
sql: ${TABLE}.amount
}
dimension: claim_date {
type: date
sql: ${TABLE}.date
}
# Explore: Claims details
explore: claims {
join: patients {
relationship: many_to_one
sql_on: ${claims.patient_id} = ${patients.patient_id}
}
}
}
# Define view for providers data
view: providers {
sql_table_name: your_providers_table
# Define fields
dimension: provider_id {
type: number
primary_key: yes
}
dimension: provider_name {
type: string
}
# Explore: Provider details
explore: providers {
join: claims {
relationship: one_to_many
sql_on: ${providers.provider_id} = ${claims.provider_id}
}
}
}
# Define a dashboard for healthcare analytics
dashboard: healthcare_analytics {
# Add tiles and visualizations here
element: bar_chart {
title: "Average Claim Amount by Diagnosis Code"
type: bar
sql: SELECT
diagnosis_code,
AVG(claim_amount) as avg_claim_amount
FROM claims
GROUP BY diagnosis_code
}
element: line_chart {
title: "Patient Age Distribution"
type: line
sql: SELECT
age,
COUNT(patient_id) as patient_count
FROM patients
GROUP BY age
}
element: time_series {
title: "Total Claims Over Time"
type: area
sql: SELECT
claim_date,
COUNT(claim_id) as total_claims
FROM claims
GROUP BY claim_date
}
element: pie_chart {
title: "Claims Distribution by Provider"
type: pie
sql: SELECT
provider_name,
COUNT(claim_id) as claims_count
FROM claims
LEFT JOIN providers ON claims.provider_id = providers.provider_id
GROUP BY provider_name
}
}